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ai Code Review Strategist
by Timoranjes
Teaches AI coding agents to perform structured, high-signal code reviews specifically for AI-generated code — catching the failure modes unique to LLM output (confident hallucinations, silent error sw
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See it in action
You say
Review this PR for the payment processing module. It was generated by an AI agent and I need to make sure it doesn't have any hidden hallucinations or silent failures.
Your agent does
PR: Payment Module — Review Summary
Blast Radius
- Files changed: 2
- Downstream consumers: 14
- Critical path: Yes
- Review depth: Deep
AI Failure Mode Findings
[SILENT_ERROR] payment.py:45
- Issue: catch Exception block logs and returns None, swallowing database timeouts.
- Severity: Critical
Verdict: REJECTED
The error handler fails to propagate transaction failures, risking data inconsistency. Re-implement with explicit exception types.
What you get
About this skill
Teaches AI coding agents to perform structured, high-signal code reviews specifically for AI-generated code — catching the failure modes unique to LLM output (confident hallucinations, silent error swallowing, hallucinated API contracts, missing edge cases, over-optimized style with wrong logic). Implements a tiered review framework: blast radius analysis, AI-failure-mode heuristics, fitness function verification, and structured output. For senior engineers drowning in AI-generated PRs that "look correct" but break in production.
How to install
Drop the file into your AI Agent. Works with Claude, Cursor, ChatGPT, and 20+ more.
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